{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DeepTCN model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is an example of probabilistic forecasting using TCN model that very close to DeepTCN described in https://arxiv.org/abs/1906.04397"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from utils import fix_pythonpath_if_working_locally\n",
    "\n",
    "fix_pythonpath_if_working_locally()\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "from darts.models import TCNModel\n",
    "import darts.utils.timeseries_generation as tg\n",
    "from darts.utils.likelihood_models import GaussianLikelihood\n",
    "from darts.datasets import EnergyDataset\n",
    "from darts.utils.missing_values import fill_missing_values\n",
    "from darts import TimeSeries\n",
    "from darts.dataprocessing.transformers import Scaler\n",
    "from darts.utils.timeseries_generation import datetime_attribute_timeseries\n",
    "\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import logging\n",
    "\n",
    "logging.disable(logging.CRITICAL)\n",
    "\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Variable noise series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "length = 400\n",
    "trend = tg.linear_timeseries(length=length, end_value=4)\n",
    "season1 = tg.sine_timeseries(length=length, value_frequency=0.05, value_amplitude=1.0)\n",
    "noise = tg.gaussian_timeseries(length=length, std=0.6)\n",
    "noise_modulator = (\n",
    "    tg.sine_timeseries(length=length, value_frequency=0.02)\n",
    "    + tg.constant_timeseries(length=length, value=1)\n",
    ") / 2\n",
    "noise = noise * noise_modulator\n",
    "\n",
    "target_series = sum([noise, season1])\n",
    "covariates = noise_modulator\n",
    "target_train, target_val = target_series.split_after(0.65)\n",
    "\n",
    "plt.figure(figsize=(10, 3))\n",
    "target_train.plot()\n",
    "target_val.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "291b3153e4cd4bd181900afc8d899fcd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/100 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training loss: 0.2421\r"
     ]
    }
   ],
   "source": [
    "deeptcn = TCNModel(\n",
    "    input_chunk_length=30,\n",
    "    output_chunk_length=20,\n",
    "    kernel_size=2,\n",
    "    num_filters=4,\n",
    "    dilation_base=2,\n",
    "    dropout=0,\n",
    "    random_state=0,\n",
    "    likelihood=GaussianLikelihood(),\n",
    ")\n",
    "\n",
    "deeptcn.fit(target_train, past_covariates=covariates, verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred = deeptcn.predict(80, past_covariates=covariates, num_samples=100)\n",
    "target_val.slice_intersect(pred).plot(label=\"target\")\n",
    "pred.plot(label=\"forecast\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Daily energy production"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df3 = EnergyDataset().load().pd_dataframe()\n",
    "df3_day_avg = (\n",
    "    df3.groupby(df3.index.astype(str).str.split(\" \").str[0]).mean().reset_index()\n",
    ")\n",
    "series_en = fill_missing_values(\n",
    "    TimeSeries.from_dataframe(\n",
    "        df3_day_avg, \"time\", [\"generation hydro run-of-river and poundage\"]\n",
    "    ),\n",
    "    \"auto\",\n",
    ")\n",
    "\n",
    "# scale\n",
    "scaler_en = Scaler()\n",
    "series_en_transformed = scaler_en.fit_transform(series_en)\n",
    "train_en_transformed, val_en_transformed = series_en_transformed.split_after(\n",
    "    pd.Timestamp(\"20170901\")\n",
    ")\n",
    "\n",
    "# add the day as a covariate\n",
    "day_series = datetime_attribute_timeseries(\n",
    "    series_en_transformed, attribute=\"day\", one_hot=True\n",
    ")\n",
    "scaler_day = Scaler()\n",
    "day_series = scaler_day.fit_transform(day_series)\n",
    "train_day, val_day = day_series.split_after(pd.Timestamp(\"20170901\"))\n",
    "\n",
    "plt.figure(figsize=(10, 3))\n",
    "series_en_transformed.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b07333aaad394bcb93557653b414be57",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/20 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training loss: 0.0908\r"
     ]
    }
   ],
   "source": [
    "deeptcn = TCNModel(\n",
    "    dropout=0.2,\n",
    "    batch_size=32,\n",
    "    n_epochs=20,\n",
    "    optimizer_kwargs={\"lr\": 1e-3},\n",
    "    random_state=0,\n",
    "    input_chunk_length=300,\n",
    "    output_chunk_length=30,\n",
    "    kernel_size=3,\n",
    "    num_filters=4,\n",
    "    likelihood=GaussianLikelihood(),\n",
    ")\n",
    "\n",
    "deeptcn.fit(series=train_en_transformed, past_covariates=train_day, verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b226b95ccbbe4d52bfb61f5433117291",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/83 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "backtest_en = deeptcn.historical_forecasts(\n",
    "    series=series_en_transformed,\n",
    "    past_covariates=day_series,\n",
    "    num_samples=50,\n",
    "    start=0.7,\n",
    "    forecast_horizon=30,\n",
    "    stride=5,\n",
    "    retrain=False,\n",
    "    verbose=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "series_en_transformed[1000:].plot(label=\"actual\")\n",
    "backtest_en.plot(label=\"backtest (horizon=30)\", low_quantile=0.01, high_quantile=0.99)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "d38ec2bcfb2a2a58cd89ea96ea15a213fe5121785395d0a379d8262791c28fd0"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
